Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    # resize and normalize the images
    transform = transforms.Compose([transforms.Resize((image_size, image_size)), # resize to 128x128
                                    transforms.ToTensor()])

    # define datasets using ImageFolder
    dataset = datasets.ImageFolder(data_dir, transform)

    # create and return DataLoaders
    data_loader = DataLoader(dataset=dataset, batch_size=batch_size, shuffle=True, num_workers=0)

    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9922)
Max:  tensor(0.9059)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        
        # complete init function
        self.conv_dim = conv_dim
        
        # 32x32x3
        self.conv_1 = nn.Conv2d(in_channels=3, out_channels=conv_dim, kernel_size=5,
                                stride=2, padding=2, bias=False)
        # 16x16xconv_dim
        self.conv_2 = nn.Conv2d(in_channels=conv_dim, out_channels=conv_dim*2, kernel_size=5,
                                stride=2, padding=2, bias=False)
        self.batch_norm_2 = nn.BatchNorm2d(conv_dim*2)
        # 8x8xconv_dim*2
        self.conv_3 = nn.Conv2d(in_channels=conv_dim*2, out_channels=conv_dim*2*2, kernel_size=5,
                                stride=2, padding=2, bias=False)
        self.batch_norm_3 = nn.BatchNorm2d(conv_dim*2*2)
        # 4x4xconv_dim*2*2
        
        # Classification layer
        self.fc = nn.Linear((conv_dim*2*2)*(4)*(4), 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv_1(x), 0.2)

        out = F.leaky_relu(self.conv_2(out), 0.2)
        out = self.batch_norm_2(out)

        out = F.leaky_relu(self.conv_3(out), 0.2)
        out = self.batch_norm_3(out)

        out = out.view(-1, (self.conv_dim*2*2)*(4)*(4)) # flatten
        out = self.fc(out)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim=64):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        # fully conected layer
        self.fc = nn.Linear(z_size, (conv_dim*2*2*2)*(8)*(8))
        
        # transpose conv layers
        # 8x8x512
        self.deconv_1 = nn.ConvTranspose2d(in_channels=conv_dim*2*2*2, out_channels=conv_dim*2*2, kernel_size=5,
                                           stride=2, padding=2, output_padding=1, bias=False)
        self.batch_norm_1 = nn.BatchNorm2d(conv_dim*2*2)
        # 16x16x256
        self.deconv_2 = nn.ConvTranspose2d(in_channels=conv_dim*2*2, out_channels=conv_dim*2, kernel_size=5,
                                           stride=2, padding=2, output_padding=1, bias=False)
        self.batch_norm_2 = nn.BatchNorm2d(conv_dim*2)
        # 32x32x128
        self.deconv_3 = nn.ConvTranspose2d(in_channels=conv_dim*2, out_channels=conv_dim, kernel_size=5,
                                          stride=1, padding=2, bias=False)
        self.batch_norm_3 = nn.BatchNorm2d(conv_dim)
        # 32x32x64
        self.deconv_4 = nn.ConvTranspose2d(in_channels=conv_dim, out_channels=3, kernel_size=5,
                                          stride=1, padding=2, bias=False)
        # 32x32x3
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*2*2*2, 8, 8) # (batch_size, 512, 8, 8)

        out = F.relu(self.deconv_1(out))
        out = self.batch_norm_1(out)

        out = F.relu(self.deconv_2(out))
        out = self.batch_norm_2(out)

        out = F.relu(self.deconv_3(out))
        out = self.batch_norm_3(out)

        out = F.tanh(self.deconv_4(out))

        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m, init_type='normal', gain=0.02):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        if init_type == 'normal':
            init.normal_(m.weight.data, 0.0, gain)
        elif init_type == 'xavier':
            init.xavier_normal_(m.weight.data, gain=gain)
        elif init_type == 'kaiming':
            init.kaiming_normal_(m.weight.data, a=0, mode='fan_in')
        elif init_type == 'orthogonal':
            init.orthogonal_(m.weight.data, gain=gain)
        else:
            raise NotImplementedError('initialization method [%s] is not implemented' % init_type)
        if hasattr(m, 'bias') and m.bias is not None:
            init.constant_(m.bias.data, 0.0)
    elif classname.find('BatchNorm2d') != -1:
        init.normal_(m.weight.data, 1.0, gain)
        init.constant_(m.bias.data, 0.0)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv_1): Conv2d(3, 128, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), bias=False)
  (conv_2): Conv2d(128, 256, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), bias=False)
  (batch_norm_2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (conv_3): Conv2d(256, 512, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), bias=False)
  (batch_norm_3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (fc): Linear(in_features=8192, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=32768, bias=True)
  (deconv_1): ConvTranspose2d(512, 256, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), output_padding=(1, 1), bias=False)
  (batch_norm_1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (deconv_2): ConvTranspose2d(256, 128, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), output_padding=(1, 1), bias=False)
  (batch_norm_2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (deconv_3): ConvTranspose2d(128, 64, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), bias=False)
  (batch_norm_3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (deconv_4): ConvTranspose2d(64, 3, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), bias=False)
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    # label smoothing
    if smooth:
        # smooth, real labels = 0.9
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size) # real labels = 1
    
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
    
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    
    # move labels to GPU if available
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.0002
beta1=0.4
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            
            # move real images to GPU, if available
            if train_on_gpu:
                real_images = real_images.cuda()

            # Compute the discriminator losses on real images 
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move z to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward(retain_graph=True)
            d_optimizer.step()


            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Compute the discriminator losses on fake images using flipped labels
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels
            # perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode
        
        # Save models
        torch.save(D.state_dict(), 'discriminator.pt')
        torch.save(G.state_dict(), 'generator.pt')


    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
from workspace_utils import active_session
with active_session():
    losses = train(D, G, n_epochs=n_epochs)

#D.load_state_dict(torch.load('discriminator.pt'))
#G.load_state_dict(torch.load('generator.pt'))

Epoch [    1/   10] | d_loss: 1.8081 | g_loss: 5.3486
Epoch [    1/   10] | d_loss: 0.1207 | g_loss: 7.6063
Epoch [    1/   10] | d_loss: 0.2067 | g_loss: 7.3434
Epoch [    1/   10] | d_loss: 0.7662 | g_loss: 4.3074
Epoch [    1/   10] | d_loss: 0.3286 | g_loss: 3.9353
Epoch [    1/   10] | d_loss: 0.8305 | g_loss: 4.5340
Epoch [    1/   10] | d_loss: 0.5744 | g_loss: 2.9758
Epoch [    1/   10] | d_loss: 0.8852 | g_loss: 3.6341
Epoch [    1/   10] | d_loss: 0.8901 | g_loss: 3.9052
Epoch [    1/   10] | d_loss: 0.8756 | g_loss: 1.9934
Epoch [    1/   10] | d_loss: 1.6737 | g_loss: 4.4417
Epoch [    1/   10] | d_loss: 1.3219 | g_loss: 4.4155
Epoch [    1/   10] | d_loss: 1.1857 | g_loss: 3.0054
Epoch [    1/   10] | d_loss: 0.8936 | g_loss: 2.4111
Epoch [    1/   10] | d_loss: 1.2333 | g_loss: 2.4293
Epoch [    1/   10] | d_loss: 1.2904 | g_loss: 1.4695
Epoch [    1/   10] | d_loss: 0.9997 | g_loss: 1.7168
Epoch [    1/   10] | d_loss: 0.8963 | g_loss: 2.7014
Epoch [    1/   10] | d_loss: 1.0160 | g_loss: 2.5431
Epoch [    1/   10] | d_loss: 1.2684 | g_loss: 3.4022
Epoch [    1/   10] | d_loss: 0.9461 | g_loss: 1.1949
Epoch [    1/   10] | d_loss: 1.1514 | g_loss: 1.3253
Epoch [    1/   10] | d_loss: 1.2255 | g_loss: 1.2077
Epoch [    1/   10] | d_loss: 1.3914 | g_loss: 0.7615
Epoch [    1/   10] | d_loss: 1.1493 | g_loss: 1.2527
Epoch [    1/   10] | d_loss: 1.2124 | g_loss: 1.1993
Epoch [    1/   10] | d_loss: 0.9275 | g_loss: 1.5293
Epoch [    1/   10] | d_loss: 0.9815 | g_loss: 2.4708
Epoch [    1/   10] | d_loss: 1.1227 | g_loss: 2.5186
Epoch [    2/   10] | d_loss: 1.9450 | g_loss: 3.3312
Epoch [    2/   10] | d_loss: 1.3715 | g_loss: 1.4356
Epoch [    2/   10] | d_loss: 0.9253 | g_loss: 1.5690
Epoch [    2/   10] | d_loss: 0.8473 | g_loss: 1.8581
Epoch [    2/   10] | d_loss: 0.9883 | g_loss: 1.3137
Epoch [    2/   10] | d_loss: 1.3382 | g_loss: 0.5881
Epoch [    2/   10] | d_loss: 1.5866 | g_loss: 3.6130
Epoch [    2/   10] | d_loss: 1.3499 | g_loss: 1.1338
Epoch [    2/   10] | d_loss: 1.1069 | g_loss: 3.9616
Epoch [    2/   10] | d_loss: 1.0133 | g_loss: 1.4536
Epoch [    2/   10] | d_loss: 1.2552 | g_loss: 1.4873
Epoch [    2/   10] | d_loss: 1.0515 | g_loss: 1.3562
Epoch [    2/   10] | d_loss: 1.0890 | g_loss: 1.5462
Epoch [    2/   10] | d_loss: 1.1408 | g_loss: 1.3957
Epoch [    2/   10] | d_loss: 1.4961 | g_loss: 2.5278
Epoch [    2/   10] | d_loss: 1.1802 | g_loss: 1.1839
Epoch [    2/   10] | d_loss: 1.4777 | g_loss: 1.6866
Epoch [    2/   10] | d_loss: 1.1531 | g_loss: 1.7640
Epoch [    2/   10] | d_loss: 1.0421 | g_loss: 0.9194
Epoch [    2/   10] | d_loss: 1.2339 | g_loss: 1.3928
Epoch [    2/   10] | d_loss: 1.5385 | g_loss: 1.3055
Epoch [    2/   10] | d_loss: 1.5668 | g_loss: 2.6586
Epoch [    2/   10] | d_loss: 1.3235 | g_loss: 0.9392
Epoch [    2/   10] | d_loss: 1.0577 | g_loss: 2.1579
Epoch [    2/   10] | d_loss: 1.2528 | g_loss: 2.1640
Epoch [    2/   10] | d_loss: 1.0645 | g_loss: 1.4472
Epoch [    2/   10] | d_loss: 1.1969 | g_loss: 1.4695
Epoch [    2/   10] | d_loss: 1.2444 | g_loss: 1.3394
Epoch [    2/   10] | d_loss: 1.0804 | g_loss: 1.8575
Epoch [    3/   10] | d_loss: 1.0507 | g_loss: 1.9076
Epoch [    3/   10] | d_loss: 1.3410 | g_loss: 1.0998
Epoch [    3/   10] | d_loss: 1.3798 | g_loss: 1.1723
Epoch [    3/   10] | d_loss: 1.4123 | g_loss: 1.3899
Epoch [    3/   10] | d_loss: 1.1932 | g_loss: 2.0067
Epoch [    3/   10] | d_loss: 1.1636 | g_loss: 1.8421
Epoch [    3/   10] | d_loss: 1.5414 | g_loss: 0.7384
Epoch [    3/   10] | d_loss: 1.3256 | g_loss: 1.9600
Epoch [    3/   10] | d_loss: 1.4646 | g_loss: 1.6976
Epoch [    3/   10] | d_loss: 1.1313 | g_loss: 1.1116
Epoch [    3/   10] | d_loss: 1.1285 | g_loss: 1.4574
Epoch [    3/   10] | d_loss: 1.0120 | g_loss: 1.7383
Epoch [    3/   10] | d_loss: 1.1737 | g_loss: 1.3787
Epoch [    3/   10] | d_loss: 1.1833 | g_loss: 1.1319
Epoch [    3/   10] | d_loss: 1.2173 | g_loss: 1.8250
Epoch [    3/   10] | d_loss: 1.7463 | g_loss: 1.3813
Epoch [    3/   10] | d_loss: 1.4708 | g_loss: 2.4704
Epoch [    3/   10] | d_loss: 1.2292 | g_loss: 1.2259
Epoch [    3/   10] | d_loss: 1.2829 | g_loss: 1.4574
Epoch [    3/   10] | d_loss: 1.4457 | g_loss: 0.8579
Epoch [    3/   10] | d_loss: 1.3048 | g_loss: 1.0234
Epoch [    3/   10] | d_loss: 1.3014 | g_loss: 1.5228
Epoch [    3/   10] | d_loss: 1.1202 | g_loss: 2.4579
Epoch [    3/   10] | d_loss: 1.2153 | g_loss: 1.0098
Epoch [    3/   10] | d_loss: 1.1224 | g_loss: 1.5630
Epoch [    3/   10] | d_loss: 1.4953 | g_loss: 1.5287
Epoch [    3/   10] | d_loss: 1.2232 | g_loss: 1.8729
Epoch [    3/   10] | d_loss: 1.2946 | g_loss: 1.0467
Epoch [    3/   10] | d_loss: 1.4056 | g_loss: 0.9866
Epoch [    4/   10] | d_loss: 1.5644 | g_loss: 0.9308
Epoch [    4/   10] | d_loss: 1.1598 | g_loss: 1.5007
Epoch [    4/   10] | d_loss: 1.4173 | g_loss: 1.1214
Epoch [    4/   10] | d_loss: 1.3053 | g_loss: 0.9714
Epoch [    4/   10] | d_loss: 1.3020 | g_loss: 1.1593
Epoch [    4/   10] | d_loss: 1.1953 | g_loss: 1.4255
Epoch [    4/   10] | d_loss: 1.4666 | g_loss: 1.3150
Epoch [    4/   10] | d_loss: 1.3996 | g_loss: 1.2394
Epoch [    4/   10] | d_loss: 1.3188 | g_loss: 1.2852
Epoch [    4/   10] | d_loss: 1.4548 | g_loss: 1.5394
Epoch [    4/   10] | d_loss: 1.1752 | g_loss: 1.3911
Epoch [    4/   10] | d_loss: 1.2644 | g_loss: 1.7705
Epoch [    4/   10] | d_loss: 1.1907 | g_loss: 1.6311
Epoch [    4/   10] | d_loss: 1.6341 | g_loss: 1.9240
Epoch [    4/   10] | d_loss: 1.3341 | g_loss: 0.6171
Epoch [    4/   10] | d_loss: 1.2013 | g_loss: 1.8205
Epoch [    4/   10] | d_loss: 1.2487 | g_loss: 0.8225
Epoch [    4/   10] | d_loss: 1.2023 | g_loss: 1.2767
Epoch [    4/   10] | d_loss: 1.6311 | g_loss: 0.8040
Epoch [    4/   10] | d_loss: 1.3888 | g_loss: 1.0244
Epoch [    4/   10] | d_loss: 1.7509 | g_loss: 0.7198
Epoch [    4/   10] | d_loss: 1.2735 | g_loss: 1.2590
Epoch [    4/   10] | d_loss: 1.2337 | g_loss: 1.5810
Epoch [    4/   10] | d_loss: 1.2741 | g_loss: 1.6173
Epoch [    4/   10] | d_loss: 1.3398 | g_loss: 1.2310
Epoch [    4/   10] | d_loss: 1.3163 | g_loss: 1.2378
Epoch [    4/   10] | d_loss: 1.3475 | g_loss: 1.6704
Epoch [    4/   10] | d_loss: 1.2491 | g_loss: 1.8580
Epoch [    4/   10] | d_loss: 1.2714 | g_loss: 1.8477
Epoch [    5/   10] | d_loss: 1.4864 | g_loss: 2.3027
Epoch [    5/   10] | d_loss: 1.4552 | g_loss: 2.0169
Epoch [    5/   10] | d_loss: 1.6004 | g_loss: 0.6621
Epoch [    5/   10] | d_loss: 1.2495 | g_loss: 1.6295
Epoch [    5/   10] | d_loss: 1.4639 | g_loss: 1.8280
Epoch [    5/   10] | d_loss: 1.6521 | g_loss: 0.9983
Epoch [    5/   10] | d_loss: 1.2815 | g_loss: 1.6043
Epoch [    5/   10] | d_loss: 1.1748 | g_loss: 1.7288
Epoch [    5/   10] | d_loss: 1.3106 | g_loss: 0.9892
Epoch [    5/   10] | d_loss: 1.0524 | g_loss: 2.1904
Epoch [    5/   10] | d_loss: 1.4108 | g_loss: 1.6782
Epoch [    5/   10] | d_loss: 1.2695 | g_loss: 1.3728
Epoch [    5/   10] | d_loss: 1.3724 | g_loss: 1.4742
Epoch [    5/   10] | d_loss: 1.1517 | g_loss: 1.2410
Epoch [    5/   10] | d_loss: 1.2965 | g_loss: 1.3706
Epoch [    5/   10] | d_loss: 1.3478 | g_loss: 1.1956
Epoch [    5/   10] | d_loss: 1.1517 | g_loss: 1.9678
Epoch [    5/   10] | d_loss: 1.4583 | g_loss: 1.8968
Epoch [    5/   10] | d_loss: 1.3025 | g_loss: 1.1726
Epoch [    5/   10] | d_loss: 1.2731 | g_loss: 1.2787
Epoch [    5/   10] | d_loss: 1.2834 | g_loss: 1.1241
Epoch [    5/   10] | d_loss: 1.3669 | g_loss: 1.4988
Epoch [    5/   10] | d_loss: 1.2860 | g_loss: 1.7013
Epoch [    5/   10] | d_loss: 1.3352 | g_loss: 1.7013
Epoch [    5/   10] | d_loss: 1.3824 | g_loss: 1.0511
Epoch [    5/   10] | d_loss: 1.2415 | g_loss: 1.1870
Epoch [    5/   10] | d_loss: 1.2283 | g_loss: 1.5510
Epoch [    5/   10] | d_loss: 1.2171 | g_loss: 1.3410
Epoch [    5/   10] | d_loss: 1.5159 | g_loss: 1.8193
Epoch [    6/   10] | d_loss: 1.4612 | g_loss: 2.0302
Epoch [    6/   10] | d_loss: 1.0858 | g_loss: 1.4653
Epoch [    6/   10] | d_loss: 1.4569 | g_loss: 1.0826
Epoch [    6/   10] | d_loss: 1.2589 | g_loss: 1.2221
Epoch [    6/   10] | d_loss: 1.5518 | g_loss: 0.9163
Epoch [    6/   10] | d_loss: 1.3102 | g_loss: 1.0771
Epoch [    6/   10] | d_loss: 1.1911 | g_loss: 1.3038
Epoch [    6/   10] | d_loss: 1.0585 | g_loss: 1.7277
Epoch [    6/   10] | d_loss: 1.4421 | g_loss: 1.3558
Epoch [    6/   10] | d_loss: 0.8557 | g_loss: 1.5976
Epoch [    6/   10] | d_loss: 1.2934 | g_loss: 2.0400
Epoch [    6/   10] | d_loss: 1.1243 | g_loss: 1.6247
Epoch [    6/   10] | d_loss: 1.0641 | g_loss: 1.3181
Epoch [    6/   10] | d_loss: 1.3836 | g_loss: 1.2280
Epoch [    6/   10] | d_loss: 1.3084 | g_loss: 0.8653
Epoch [    6/   10] | d_loss: 1.3585 | g_loss: 2.2880
Epoch [    6/   10] | d_loss: 1.4313 | g_loss: 0.9823
Epoch [    6/   10] | d_loss: 1.2946 | g_loss: 1.1549
Epoch [    6/   10] | d_loss: 1.4159 | g_loss: 0.9056
Epoch [    6/   10] | d_loss: 1.4591 | g_loss: 0.9298
Epoch [    6/   10] | d_loss: 1.2709 | g_loss: 1.2608
Epoch [    6/   10] | d_loss: 1.4117 | g_loss: 1.1004
Epoch [    6/   10] | d_loss: 1.2135 | g_loss: 1.0346
Epoch [    6/   10] | d_loss: 1.2706 | g_loss: 1.1168
Epoch [    6/   10] | d_loss: 1.3021 | g_loss: 1.4813
Epoch [    6/   10] | d_loss: 1.3321 | g_loss: 1.1357
Epoch [    6/   10] | d_loss: 1.4042 | g_loss: 1.1581
Epoch [    6/   10] | d_loss: 1.2587 | g_loss: 1.2242
Epoch [    6/   10] | d_loss: 1.6374 | g_loss: 1.0914
Epoch [    7/   10] | d_loss: 1.7118 | g_loss: 1.5043
Epoch [    7/   10] | d_loss: 1.1307 | g_loss: 1.7174
Epoch [    7/   10] | d_loss: 1.3222 | g_loss: 1.0655
Epoch [    7/   10] | d_loss: 1.3333 | g_loss: 1.2817
Epoch [    7/   10] | d_loss: 1.4663 | g_loss: 1.3661
Epoch [    7/   10] | d_loss: 1.0102 | g_loss: 1.1463
Epoch [    7/   10] | d_loss: 1.2256 | g_loss: 2.1532
Epoch [    7/   10] | d_loss: 1.2997 | g_loss: 0.9856
Epoch [    7/   10] | d_loss: 1.4429 | g_loss: 1.1894
Epoch [    7/   10] | d_loss: 1.1206 | g_loss: 1.3341
Epoch [    7/   10] | d_loss: 1.3853 | g_loss: 1.2378
Epoch [    7/   10] | d_loss: 1.3174 | g_loss: 0.7960
Epoch [    7/   10] | d_loss: 1.0474 | g_loss: 1.3886
Epoch [    7/   10] | d_loss: 1.3208 | g_loss: 1.0226
Epoch [    7/   10] | d_loss: 1.0462 | g_loss: 1.5002
Epoch [    7/   10] | d_loss: 1.3659 | g_loss: 1.1098
Epoch [    7/   10] | d_loss: 1.2961 | g_loss: 1.0905
Epoch [    7/   10] | d_loss: 1.6714 | g_loss: 1.4049
Epoch [    7/   10] | d_loss: 1.0932 | g_loss: 1.4312
Epoch [    7/   10] | d_loss: 1.4052 | g_loss: 1.1586
Epoch [    7/   10] | d_loss: 1.0678 | g_loss: 1.0320
Epoch [    7/   10] | d_loss: 1.2286 | g_loss: 1.3800
Epoch [    7/   10] | d_loss: 1.6882 | g_loss: 1.5495
Epoch [    7/   10] | d_loss: 1.3993 | g_loss: 0.9863
Epoch [    7/   10] | d_loss: 1.2672 | g_loss: 1.1411
Epoch [    7/   10] | d_loss: 1.2882 | g_loss: 0.8323
Epoch [    7/   10] | d_loss: 1.1391 | g_loss: 1.5938
Epoch [    7/   10] | d_loss: 1.4426 | g_loss: 1.7686
Epoch [    7/   10] | d_loss: 1.5759 | g_loss: 0.8553
Epoch [    8/   10] | d_loss: 1.4246 | g_loss: 1.5809
Epoch [    8/   10] | d_loss: 1.2436 | g_loss: 1.4021
Epoch [    8/   10] | d_loss: 1.5140 | g_loss: 1.4191
Epoch [    8/   10] | d_loss: 1.1938 | g_loss: 1.0696
Epoch [    8/   10] | d_loss: 1.2412 | g_loss: 0.9341
Epoch [    8/   10] | d_loss: 1.0121 | g_loss: 1.6078
Epoch [    8/   10] | d_loss: 1.1799 | g_loss: 1.6447
Epoch [    8/   10] | d_loss: 1.4424 | g_loss: 1.0127
Epoch [    8/   10] | d_loss: 1.2697 | g_loss: 1.3137
Epoch [    8/   10] | d_loss: 1.3996 | g_loss: 1.9738
Epoch [    8/   10] | d_loss: 1.3376 | g_loss: 1.3904
Epoch [    8/   10] | d_loss: 1.2525 | g_loss: 1.4306
Epoch [    8/   10] | d_loss: 1.1625 | g_loss: 1.4774
Epoch [    8/   10] | d_loss: 1.3470 | g_loss: 1.0936
Epoch [    8/   10] | d_loss: 1.3891 | g_loss: 1.3360
Epoch [    8/   10] | d_loss: 1.1709 | g_loss: 0.9093
Epoch [    8/   10] | d_loss: 1.4076 | g_loss: 1.2138
Epoch [    8/   10] | d_loss: 1.0454 | g_loss: 1.3840
Epoch [    8/   10] | d_loss: 1.2457 | g_loss: 1.2042
Epoch [    8/   10] | d_loss: 1.3942 | g_loss: 1.0502
Epoch [    8/   10] | d_loss: 1.2554 | g_loss: 1.2183
Epoch [    8/   10] | d_loss: 1.1776 | g_loss: 1.3903
Epoch [    8/   10] | d_loss: 1.2195 | g_loss: 1.4679
Epoch [    8/   10] | d_loss: 1.1917 | g_loss: 1.7072
Epoch [    8/   10] | d_loss: 1.0560 | g_loss: 2.6880
Epoch [    8/   10] | d_loss: 1.1790 | g_loss: 1.7009
Epoch [    8/   10] | d_loss: 1.1792 | g_loss: 1.4089
Epoch [    8/   10] | d_loss: 1.3603 | g_loss: 1.2589
Epoch [    8/   10] | d_loss: 1.2367 | g_loss: 1.2555
Epoch [    9/   10] | d_loss: 2.8286 | g_loss: 2.6672
Epoch [    9/   10] | d_loss: 1.4215 | g_loss: 1.4344
Epoch [    9/   10] | d_loss: 1.4418 | g_loss: 1.6941
Epoch [    9/   10] | d_loss: 1.0206 | g_loss: 1.4101
Epoch [    9/   10] | d_loss: 1.2541 | g_loss: 1.4577
Epoch [    9/   10] | d_loss: 1.4978 | g_loss: 1.6873
Epoch [    9/   10] | d_loss: 1.2716 | g_loss: 0.9848
Epoch [    9/   10] | d_loss: 1.2698 | g_loss: 1.3217
Epoch [    9/   10] | d_loss: 1.1456 | g_loss: 1.2899
Epoch [    9/   10] | d_loss: 1.1748 | g_loss: 1.3623
Epoch [    9/   10] | d_loss: 1.3272 | g_loss: 1.1277
Epoch [    9/   10] | d_loss: 1.5773 | g_loss: 1.0012
Epoch [    9/   10] | d_loss: 1.1833 | g_loss: 0.9714
Epoch [    9/   10] | d_loss: 1.2761 | g_loss: 1.5488
Epoch [    9/   10] | d_loss: 1.2243 | g_loss: 0.9351
Epoch [    9/   10] | d_loss: 1.1658 | g_loss: 1.7421
Epoch [    9/   10] | d_loss: 1.1943 | g_loss: 1.6414
Epoch [    9/   10] | d_loss: 1.2146 | g_loss: 1.4586
Epoch [    9/   10] | d_loss: 1.4481 | g_loss: 1.0680
Epoch [    9/   10] | d_loss: 1.3835 | g_loss: 1.1732
Epoch [    9/   10] | d_loss: 1.3854 | g_loss: 1.7650
Epoch [    9/   10] | d_loss: 1.2160 | g_loss: 1.5820
Epoch [    9/   10] | d_loss: 1.1673 | g_loss: 2.2383
Epoch [    9/   10] | d_loss: 1.1445 | g_loss: 1.6348
Epoch [    9/   10] | d_loss: 1.0344 | g_loss: 1.5603
Epoch [    9/   10] | d_loss: 1.2877 | g_loss: 1.0440
Epoch [    9/   10] | d_loss: 1.3048 | g_loss: 2.8219
Epoch [    9/   10] | d_loss: 1.2287 | g_loss: 1.2409
Epoch [    9/   10] | d_loss: 1.0272 | g_loss: 1.2038
Epoch [   10/   10] | d_loss: 1.5930 | g_loss: 1.7491
Epoch [   10/   10] | d_loss: 1.0347 | g_loss: 1.6859
Epoch [   10/   10] | d_loss: 1.0972 | g_loss: 1.5944
Epoch [   10/   10] | d_loss: 1.3609 | g_loss: 1.1420
Epoch [   10/   10] | d_loss: 1.2097 | g_loss: 1.1834
Epoch [   10/   10] | d_loss: 1.4760 | g_loss: 1.0665
Epoch [   10/   10] | d_loss: 1.1013 | g_loss: 1.0566
Epoch [   10/   10] | d_loss: 1.2800 | g_loss: 1.3559
Epoch [   10/   10] | d_loss: 1.1852 | g_loss: 1.3530
Epoch [   10/   10] | d_loss: 1.3911 | g_loss: 0.8907
Epoch [   10/   10] | d_loss: 1.4596 | g_loss: 1.1028
Epoch [   10/   10] | d_loss: 1.2413 | g_loss: 1.2269
Epoch [   10/   10] | d_loss: 1.2390 | g_loss: 1.4274
Epoch [   10/   10] | d_loss: 1.5277 | g_loss: 1.5813
Epoch [   10/   10] | d_loss: 1.3972 | g_loss: 0.7679
Epoch [   10/   10] | d_loss: 1.2788 | g_loss: 1.3932
Epoch [   10/   10] | d_loss: 1.2477 | g_loss: 1.0977
Epoch [   10/   10] | d_loss: 1.2202 | g_loss: 1.5615
Epoch [   10/   10] | d_loss: 1.3642 | g_loss: 0.9639
Epoch [   10/   10] | d_loss: 1.3599 | g_loss: 1.0066
Epoch [   10/   10] | d_loss: 1.4873 | g_loss: 0.9482
Epoch [   10/   10] | d_loss: 0.9682 | g_loss: 1.5235
Epoch [   10/   10] | d_loss: 1.2285 | g_loss: 1.6649
Epoch [   10/   10] | d_loss: 1.0167 | g_loss: 1.5039
Epoch [   10/   10] | d_loss: 1.2271 | g_loss: 1.6532
Epoch [   10/   10] | d_loss: 1.4400 | g_loss: 1.6253
Epoch [   10/   10] | d_loss: 1.3365 | g_loss: 1.3645
Epoch [   10/   10] | d_loss: 1.1837 | g_loss: 1.8535
Epoch [   10/   10] | d_loss: 1.8625 | g_loss: 1.6085

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f68bc098048>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

I am quite surprised at how realistic some of the generated images look. It is true that most of them seem to be white. It would be nice to extend the training dataset to include more diversity and hopefully generate images of people of other ethnicities and maybe also younger and older people.

A deeper, perhaps more complex, model could also help improve the results. The resulting image have very low resolution so I could try a different architecture using other normalization techniques to get better resolution.

Some of the generated images still look like a "collage" of face features and not a realistic face so there could also be some room for improvement as far as the training of the model is concerned. I could try to train it for a larger number of epochs or change my optimization technique by using other optimizers to speed up the convergence or trying to use Wasserstein losses.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.